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Defensive Techniques Google's Mandiant disclosed technical details of its Agentic Vulnerability Discovery Harness (AVDH), a multi-agent AI pipeline that found over 100 true-positive critical vulnerabilities in a stolen-repository incident response in two days, with 12 CVEs assigned so far.